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Boosting Adobe Photoshop’s Performance with MSVC and SPGO Adobe and Microsoft worked together to improve Photoshop performance and responsiveness on Windows by combining MSVC’s peak-performance build settings with Sample-based Profile-Guided Optimization (SPGO). The collaboration focused Link to article: …
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Today, we’re excited to announce container image caching for Amazon SageMaker AI inference, the next major advancement in our faster scaling optimization journey. This speeds up end-to-end latency by up to 2x for generative AI models during scale-out events. Link to article: …
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TLDR: Docker Content Trust (DCT) and the Notary v1 service at notary.docker.io are being fully retired (first announced in July of 2025). This blog explains what is changing, who is affected, and how to move to modern alternatives. Ten years ago, Docker Content Trust (DCT) gave the container ecosystem one of its first …
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This post walks you through how to use P-EAGLE directly within Amazon SageMaker AI. It will demonstrate how to select a compatible model from the SageMaker JumpStart catalog, configure the parallel drafting specifications, and deploy a highly optimized real-time SageMaker AI endpoint to accelerate your generative AI …
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Visual Studio Code consistently ranks as the most popular IDE for developers, and its flexibility and extension marketplace make it possible for developers using any technology or language to build and debug their applications. In 2026, we've brought Aspire support to Link to article: …
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MSIX has several core principles underlying its design and implementation. Engineers half-jokingly call these The Rules of MSIX. The Third Rule of MSIX is arguably the most important and certainly the most foundational: Package identity is unique across space and time Link to article: …
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You shipped a new CLI: better developer experience, modern architecture, and optimized for agents. You deprecated the old one, updated the docs, and blogged about it. Developers are migrating. Then someone asks an AI coding agent to scaffold a project, and the agent... uses the old tool. Training data gravity Link to …
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See the mediator pattern in action with a complete real-world C# example implementing a chat room system with centralized message coordination. Link to article: https://www.devleader.ca/2026/06/16/mediator-pattern-realworld-example-in-c-complete-implementation
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Today, we're excited to announce the general availability of the Azure Cosmos DB built-in connector for Azure Logic Apps Standard. This connector gives you a native, high-performance way to integrate Azure Cosmos DB into your Standard logic app workflows, with better throughput, lower latency, and richer functionality …
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You know that moment when a Terraform plan looks perfectly reasonable right up until it wants to replace half your infrastructure? It usually starts innocently.… Link to article: https://build5nines.com/hashicorp-terraform-count-vs-for_each-vs-dynamic-blocks/
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Copilot CLI is becoming the default agent harness in GitHub Copilot for JetBrains, and our local harness will be deprecated. This change provides greater consistency across all GitHub Copilot surfaces and is an important step toward faster feature parity and higher-quality results in GitHub Copilot for JetBrains. …
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Imagine a bug suddenly arises in the frontend from an endpoint. The endpoint has multiple layers and involves dozens of files. Now, you are tasked to resolve that bug, those piles of code make it difficult to pinpoint the cause of the error. Some exceptions, like 'Object reference not Link to article: …
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OpenAI introduces Deployment Simulation, a method to predict AI model behavior before deployment using real conversation data to improve safety and evaluation accuracy. Link to article: https://openai.com/index/deployment-simulation
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Learn the dependency inversion principle c# with constructor injection patterns, .NET 10 DI lifetimes, and how DIP enables testable, loosely coupled code. Link to article: https://www.devleader.ca/2026/06/15/dependency-inversion-principle-c-abstractions-over-concretions
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Today, we are announcing the availability of the Gemma 4 family on Amazon Bedrock. Built by Google DeepMind and released under the Apache 2.0 license, Gemma 4 is a family of open-weight models designed with a focus on intelligence-per-parameter across a broad range of deployment scenarios. The family includes three …
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In this post, we walk you through calling the detector functions to diagnose real agent failures. You learn how to interpret their structured output: categorized failures with confidence scores, causal chains linking root causes to downstream symptoms, and fix recommendations specifying whether a change belongs in your …
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The obvious takeaway from 2026's biggest incidents is that attackers are increasingly using AI to move fast. Docker's CISO, Mark Lechner, wrote about this shift and what every engineering team should do now. What worries us is that the bar is about to drop further. For most of the last decade, finding a serious …
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Themes are personal. Some of us live in dark mode, some swear by high contrast, and some of us have very strong opinions about that one shade of blue from years ago. The new themes in Visual Studio 2026 are built on Fluent, which gives us a much more consistent and accessible foundation, but we have heard from plenty …
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In this post, you'll build a competitive research agent that demonstrates this pattern end to end. This walkthrough targets developers building multi-step AI workflows who need isolated execution environments for their agents. In Part 2 of the notebook, you can deploy this same agent to Bedrock AgentCore Runtime using …
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How to implement the memento pattern in C# with step-by-step code examples for undo/redo, state snapshots, and behavioral design patterns. Link to article: https://www.devleader.ca/2026/06/15/how-to-implement-memento-pattern-in-c-stepbystep-guide
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